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researcher

Lukas Brunke

University of Toronto

21 papers hereh-index 111.3k citations29 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author1
  • first author10
  • middle author9

Across the 20 of 21 papers where every author was matched, so the position is known.

fields
  • cs.RO11
  • eess.SY8
  • cs.LG2
affiliations
  • University of Toronto
  • Vector Institute
Homepage

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedSafety Filtering While Training: Improving the Performance and Sample Efficiency of Reinforcement Learning Agents

14 citations · 35 across the 21 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

eess.SY2022

Robust Predictive Output-Feedback Safety Filter for Uncertain Nonlinear Control Systems

Lukas Brunke, Siqi Zhou, Angela P. Schoellig

In real-world applications, we often require reliable decision making under dynamics uncertainties using noisy high-dimensional sensory data. Recently, we have seen an increasing n…

cs.RO2022★ 3 cited

Barrier Bayesian Linear Regression: Online Learning of Control Barrier Conditions for Safety-Critical Control of Uncertain Systems

Lukas Brunke, Siqi Zhou, Angela P. Schoellig

In this work, we consider the problem of designing a safety filter for a nonlinear uncertain control system. Our goal is to augment an arbitrary controller with a safety filter suc…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.